{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "提示：当前环境pandas版本为0.25，get_price与get_fundamentals_continuously接口panel参数将固定为False\n",
      "注意：0.25以上版本pandas不支持panel，如使用该数据结构和相关函数请注意修改\n",
      "auth success \n"
     ]
    }
   ],
   "source": [
    "from stock import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 全部code股票代码\t带后缀.XSHE/.XSHG(深交所/上交所)\n",
    "all_codes = list(get_all_securities(['stock']).index)\n",
    "# 行业概念数据https://www.joinquant.com/help/api/help?name=plateData#%E8%A1%8C%E4%B8%9A%E6%A6%82%E5%BF%B5%E6%95%B0%E6%8D%AE\n",
    "\n",
    "# 选取全部股票中roe符合要求的股票\n",
    "roe_selected = roe_select(all_codes)\n",
    "# 从roe选择的结果里选出cpg符合要求的股票并展示\n",
    "roe_cpg_selected = show_cpg_select(roe_selected)\n",
    "# 显示历史市盈率、roe\n",
    "show_pe_ratio_roe(roe_cpg_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def final_ret(industry_code):\n",
    "    # 获取对应行业的 所有股票的代码\n",
    "    codes = get_industry_stocks(industry_code)\n",
    "    # 选取roe符合要求的股票\n",
    "    roe_selected = roe_select(codes)\n",
    "    # 从roe选择的结果里选出cpg符合要求的股票并展示\n",
    "    roe_cpg_selected = show_cpg_select(roe_selected)\n",
    "    # 显示历史市盈率、roe\n",
    "    show_pe_ratio_roe(roe_cpg_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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47LHHCAoKok+fPnzxxRf85z//4Z577uGbb74hNDSUKVOmsHLlv7uiR4wYwcCBA2nXrh2JiYm0adPG9S9UKty+JmvTpk3NulXL4d1qUL0z9PzCredTSrnGzp07qVWrlrfD+Jdz586xcOFC2rdvT6lSpVK9LztJ6bUWkfXGmKZZOa5nWvB58kGtbrB9JsTFQIDnriIrpXKWwoULXxs1k9Z9ypPlguv2gitRsOc3j51SKaVyM88l+ErtoUAJ2DbdY6dUSqnczHMJ3s8f6vSAPQsg1rUTJpRSSv2bZ1d0qtsLEi7DrrkePa1SSuVGnk3w5ZtDaJh20yilnJa8kFhmi42dOXOGu+66iw4dOjBw4EDi4v6Zl/POO+/w0UcfpRrDwoULGTBgAABPPfUUEyZMICEhgcGDB9OhQwe6dOlCbGwsr7zyyrUJT9999x2vvPIKr7zyCrVq1boWy6ZNm1z9EqXKswleBOr2tOPhL53x6KmVUtlP8kJib7/9dqaLjb399tv06tWLxYsXU7p0aSZPngzAvn37mD17Ng899FCqcXTq1IkjR46wa9cuFi1axIABA1i4cCH58+dn8eLFtGjRgnnz5qW6//PPP38tloYNG7r6ZUqV59dkrdcbln8IO36GZsM8fnqlVCbMfwaOb3XtMUvVg85vpblJ8uJiQ4YMYerUqdd+zkixsT179jB8+HDg+sJi999/P9WrV2fKlCncfffd+PunXBTxueeeo3Pnzrz44ovkyZOH0qVL88cff7B+/XpeeuklALZs2ZL118WFPNuCByhZF4pVtzNblVIqDckLiUVHR2e62FivXr146623WLhwIePHj+fOO+9k0aJFREdH89prrxEVFcVTTz2Vaixt2rTh+PHj1wqSNWjQgE8++YSRI0fSr18/oqOjAXj99dfp0KEDr7/++rV9r97XoUOHa0XJPMHzLXgRW7pg8Ztw4SiElvV4CEqpDEqnpe0uyQuJ+fn5ZbrY2BNPPEGdOnX49NNPad26NRUrVmT69OkMGjSIcuXKMWjQoDTLCHz88cd0796d9957j7Fjx3L48GHq16/PqlWreOqppxgzZgxgu2OuFh/bt2/fdfd5mudb8GBH02DszFallEpF8kJi48ePz1KxsYYNG7Jt2zZee+014N/FzCpUqJBiHFFRUUydOpWJEyeyevVqIiIimDt3Lp9++ilgW/PuWjg7KzzfggcoVhVKN7CjaVo/7JUQlFK+r3v37v8qJNa+fftMFxubOHEiXbp0uVYXvmvXrsydO5f27dsTGRnJt99+S2RkJK+99tq1FjnY1vuAAQPImzcvjz76KG+//TajR4+mX79+3HDDDeTNm5dJkybx+eefp/g8Xn/99WuLgjz44IP07dvXza+c5ZliYyktZbV8LCx8ER7ZAEWruDUGpVTG+UqxseSFxLTYmPO800UDdrgkwLYZXgtBKeX7rhYSu5q4k/+c2n3Kmwk+tByEtbbdNG7+FKGUyhx3f8JX7n2NvZfgwbbiT+2CE9u9GoZS6t8CAwM5c+aMJnk3MsZw5swZAgMD3XL8dC+yisiDwNUrAoWA1Y79agHzjDGjU9k1fXV6wPynbSu+VN1MH0Yp5XrlypUjPDycU6dOeTuUHC0wMJBy5cq55djpJnhjzGfAZwAi8hFwEKhnjGktIp+KSDVjTMor2qanQDGo3MFOerr5ZTtGXinlEwICAqhUqZK3w1BZ4HQXjYiUBUoCFYBpjrv/ANpmKYJ6veH8YQhPYaSNUkqpTMtIH/xIbEu+AHDUcd9FbNK/joiMEJF1IrIu3Y93NbuAfz6tMKmUUi7mVIIXET/gRmPMn0AUcHVR1eCUjmGMGWeMaWqMaVq8ePG0Dx4YCtU62VmtiZ6r0aCUUjmdsy34dtiLqwDr+adbpgG2Tz5r6vWGqBNwcFmWD6WUUspytlTBrcASx+2fgaUiUgboDLTMchTVboW8wbabpvINWT6cUkopJ1vwxpjnjDEzHLcvAh2AVdhumwtZjiJvfqhxO+yYDfFXsnw4pZRSmZzoZIw5Z4yZZow57rJI6vWG2POw/w+XHVIppXIz785kTaryjRBUWEfTKKWUi/hOgs+TF2p1g13z4Eq0t6NRSqlsz3cSPNhumrhLsGe+tyNRSqlsz7cSfIU2EFxKSwgrpZQL+FaC9/O3Bcj2LoCY896ORimlsjXfSvBgu2kSrsCuX7wdiVJKZWu+l+DLNoHCFW2FSaWUUpnmewleBOr2ggN/QZTWoVZKqczyvQQPNsGbBNjxs7cjUUqpbMs3E3zJOlC8FmzVSU9KKZVZvpngAer1giOr4PwRb0eilFLZku8m+Lq97PftOiZeKaUyw3cTfJHKUKaxdtMopVQm+W6CBzsm/vgWOJ25Nb2VUio38+0EX6cHIDomXimlMsG3E3zBMrY+zdbpYIy3o1FKqWzFtxM82NE0Z/barhqllFJO8/0EX7s7+OXRbhqllMog30/w+YtAlZtsCeHERG9Ho5RS2YbvJ3iwY+IvHIHwNd6ORCmlsg2nE7yIfCoiXR23x4vIChF5wX2hJVGzC+QJ1DHxSimVAU4leBFpB5QyxswRkZ6AvzGmNVBGRKq5NUKAfCFQ/VZbfCwh3u2nU0qpnCDdBC8iAcCXwEERuRPoAExzPPwH0DaFfUaIyDoRWXfqlItK/tbtBZdOwcElrjmeUkrlcM604AcCO4B3gObASOCo47GLQMnkOxhjxhljmhpjmhYvXtw1kVa7BfKGwFYdTaOUUs5wJsE3AsYZY44D3wFLgCDHY8FOHiPrAoKg1h2wcw7EX/bIKZVSKjtzJjnvAyo7bjcFKvJPt0wD4KDLo0pN3d5w+QLs+91jp1RKqewqjxPbjAe+FpF+QAC2D362iJQBOgMt3RdeMpVvgKAidjRNzS4eO61SSmVH6SZ4Y0wkcFfS+0SkA9AJeMcYc8EtkaXEPwDqdIdNU+ByFOQL9tiplVIqu8lU/7kx5pwxZpqjX96z6vaG+BjY86vHT62UUtlJ9pjJmlRYKwgpo5OelFIqHdkvwfv5Qd2e9kJr9FlvR6OUUj4r+yV4sJOeEuNg1y/ejkQppXxW9kzwZRrZNVu1m0YppVKVPRO8iG3FH1wKkSe8HY1SSvmk7JngwY6mMYmwfaa3I1FKKZ+UfRN8iZpQsq6u9KSUUqnIvgkebDdN+Bo4d8jbkSillM/J5gm+p/2urXillPqX7J3gC1eEcs3seq1KKaWuk70TPNiLrSe2wqnd3o5EKaV8SvZP8HW6g/jpmHillEom+yf4kFJQsS1smw7GeDsapZTyGdk/wYPtpjl7ACI2eTsSpZTyGTkjwdfqCn4B2k2jlFJJ5IwEn78IVL3ZzmpNTPR2NEop5RNyRoIH201z8SgcXuntSJRSyifknARfozPkCdJJT0op5ZBzEny+YJvkd/wMCXHejkYppbwuzQQvInlE5LCILHZ81RORV0VkrYh87KkgnVa3F0SfgQN/eTsSpZTyuvRa8PWBKcaYDsaYDkA+oC3QHAgXkY5uji9jqnWCfKHaTaOUUqSf4FsCPURkmYhMBm4CfjLGGOB3oJ27A8yQPPnskMldv0BcrLejUUopr0ovwa8FbjDGtAXOA0HAUcdjF4GSKe0kIiNEZJ2IrDt16pSrYnVO3Z5w+SLsXeDZ8yqllI9JL8FvMcZEOG7vAqKwSR4gOLX9jTHjjDFNjTFNixcv7ppInVXpBihQ3JYuUEqpXCy9BD9JRBqIiD/QAyiA7YMHaAAcdGNsmeOfB2p3hz2/weVIb0ejlFJek16Cfw2YBGwCVgKjgUYi8j/gGWCKW6PLrHq9IT4Wds3zdiRKKeU1aSZ4Y8w2Y0x9Y0w9Y8zzxphEoCOwFOhsjPnbI1FmVLnmULCcdtMopXK1DE90MsbEGGOmG2MOuCMgl/Dzsxdb9/8B0We9HY1SSnlFzpnJmly93pAYDztmeTsSpZTyipyb4EvVh6JVddKTUirXyrkJXsRWmDy4DC4e83Y0SinlcTk3wYPtpsHA9p+9HYlSSnlczk7wxarZrhodTaOUyoVydoIHW2Hy6Hq7ZqtSSuUiuSPBA2yb4d04lFLKw3J+gi9UHsq31NE0SqlcJ+cneLAXW0/ugBM7vB2JUkp5TO5I8LXvBPHTi61KqVwldyT44BK2jPC2n8AYb0ejlFIekTsSPNhumnMH4egGb0eilFIekXsSfM07wD+vdtMopXKN3JPggwpB1U52uGRigrejUUopt8s9CR6gXi+IOg6HVng7EqWUcrvcleCr3wYBBbSbRimVK+SuBJ+3ANTobGvEx1/xdjRKKeVWuSvBA9S7C2LOwabvvB2JUkq5Ve5L8NVugUrt4bfn4fReb0ejlFJu41SCF5GSIrLRcXu8iKwQkRfcG5qb+PlBjy8gTz74aZh21SilcixnW/DvAkEi0hPwN8a0BsqISDX3heZGBctAt48hYjP88X/ejkYppdwi3QQvIjcBl4DjQAdgmuOhP4C2bovM3WrdAU2GwIqxcGCxt6NRSimXSzPBi0he4CXgGcddBYCjjtsXgZKp7DdCRNaJyLpTp065KlbXu/UNKFYdZj4Al854OxqllHKp9FrwzwCfGGPOO36OAoIct4NT298YM84Y09QY07R48eIuCdQt8uaHXl/BpdMw+xEtRKaUylHSS/AdgZEishhoCHTln26ZBsBBdwXmMaUbQMdXYPdcWP+Nt6NRSimXyZPWg8aY9ldvO5J8N2CpiJQBOgMt3Rqdp7R8CPYvgl+fgwptoHgNb0eklFJZ5vQ4eGNMB2PMReyF1lXAjcaYC+4KzKP8/KD7Z7bLZvowiL/s7YiUUirLMjzRyRhzzhgzzRhz3B0BeU1IKbjzUzixFRa95u1olFIqy3LfTNa01LgNmg2HlR/DvkXejkYppbLE7Qn+0uV4d5/CtW4ZDcVrws8P2tE1SimVTbk9wR84fYl3f9tNfEKiu0/lGgFB0Gs8xJyHWSN16KRSKttye4IvnD8vH/+5jwHjV3PyYqy7T+capepCp9dgz6+w9itvR6OUymU2HznvkuO4PcGXKxzEu3c1YNOR89w+dhkr9meTbo8W99sl/ha8ACd3ejsapbK9NX+fpc1bf/DOr7sw+sk4VRsPn2PAV6tdciyPXGTt3aQcs0a2JTQoDwO+Ws3Hf+wlMdHHf8Ei0P1TyBdih07GZZNPH0r5oO9XH6b/l6u4GBvHp4v389ovOzTJp2D9oXPcO34NhQvkdcnxPDaKpkapEGY/3JauDcrw7oI9DJ6wlrOXfLxUb3AJO3Ty5Hb4/WVvR6NUthOXkMiLP2/juZlbaVO1GMuevokhbSryzfKDvDhrm+839Dxo3cGzDBy/mmLBeZl6v2vmkHp0mGSBfHn4sG9DXu9Rl1X7z9Bl7FLWHzrryRAyrvot0OIBWP057Fng7WiUyjbOXrrCveNXM2nVIe5vX5mvBzcjNCiAl+6ozf3tK/PdqsM8N3OrJnlg7cGzDPp6DSUKBvLDiFaUDg1KfycneHwcvIhwT4sKzHioNQH+fvT9YhVfLjng2x/XOr4KJerArIcg6qS3o1HK5+06fpFuHy9jw+HzfNC3Ac/eXgt/PwFsDnimc00evrEqP6w9wpPTt5CQi5P86gNnGPT1GkqGBvLDiJaUCg102bG9NtGpbtlQfnm0LR1rleT1eTsZMWk9F6LjvBVO2gICofd4uBwJPz+kQyeVSsNv24/T89MVXIlPZNr9rejRqNy/thER/ntrDR7vWJ2fNoQzatqm7DOU2oVW7j/D4G/WUjo0kB/ua0nJgq5L7uDlmawFAwP4bEBjXrqjNn/uOskdHy9lS/h5b4aUuhK17CSofQth9RfejkYpn2OMYeyivdw/aT3VSoYw55G2NCxfKM19/tOxGk/eWoNZm47xnx82EZeLkvyKfacZMmEN5QoH8cOIVpRwcXIHHyhVICIMbVuJaQ+0IiHB0PuzlUxaedA3u2yaDYfqt8HCF+H4Nm9Ho5TPiL4Sz8Pfb+T9hXvo2agsU0c43xodeWNVnr+9FnO3RjBy8gauxOf8JL9s72mGTFhLWJH8TBnRkuIh+dxyHq8n+KsahxVm7qPtaFO1KC/O2s4jUzYS5WtlDkTgzk8gqLBdsDsuxtsRKeV14eei6f3ZSuZvi+C522vyXp8GBAb4Z+gY97WvzCtda7Ngxwke+G49sXEJborW+5bsOcWwiWupVKwAU+5rSbFg9yR38KEED1C4QF7GD2rGU7fVYN7WCLp9tIydERe9Hdb1ChSzpYVP7YIFL3o7GqW8as3fZ7nz4+UcORfN+MHNGNG+CiKSqWMNblOJ0d3r8seuk4yYlDOT/OLdJxn+7ToqFw/m+/taUtSNyR18LMED+PkJD3Woyvf3tSTqcjzdP1nOtHVHvB3W9areDK0ehrVfwu753o5GKa+YsuYw93y1itCgAH4e2YYba5TI8jEHtKzAO73qs3TvKYZOWEv0FR/7FJ8Ff+46yYhv11OtRDDfD29BERdNZkqLzyX4q1pWLsrcR9vRtGJhnpq+hf/+uJmYKz70jn7zS1Cqni1IFpmzSuMrlZa4hERenrWNZ2dspVWVYswc2YYqxYNddvw+zcrz3l0NWHXAjjDxua7aTFi08wT3T1pP9VLBTB7ewmUzVdPjswkeoHhIPr4d2oJHb67GTxvC6f7JcvadjPJ2WFaefLbq5JVomPkAJOb8C0NKnbt0hYHj1zBx5SHua1eJbxyTl5wSewGOrHWq7EfPxuX4oG9D1h86x6Cv1xAZ66NDqJ2wYPtxHvhuPTVLhzB5WEsK5fdMcgcfT/AA/n7CqE7VmTikOaeiLtPt42XM2nTU22FZxWvAbW/AgT9h1afejkYpt9p9PJJunyxj/aFzvHdXA57vUvva5KV/SUyEU7thwySY/Qh80hLeqgDjO8J3vZxK8nc2LMtHdzdi85HzDBi/hgsx2S/J/7rtOA9N3kDtMqFMGtaC0PxOvhke+Msl5xdnhiOKSBGgCbDRGJOhcpBNmzY169aty2R41zt+IZZHpmxg7cFz3NMijBfvqJ3hq/UuZwxMHQB7foP7FkHpBt6NRyk3WLD9OI9P3UT+fHn44t4mNA4rfP0GMefh6HoIXwtH1sDRdbbFDhBYCMo1g/LNwT8Afn8FaneH3t/Y9ZCdOPfI7zdQo1QI3w1r4dEWcFbM3xrBI1M2Uq9cKBOHNqdgoJPJ/dgmmNAFef7YemNM06zEkG6CF5HSwAzgF6AfcBPwFlALmGeMGZ3W/q5M8GD7/95dsJsv/jpAnTIF+fSexlQoWsBlx8+U6LPwWWtbeXLEX3bxbuV6iYkw7wnYMRuKVIKi1aBoFShWzd4uUtnOOlYuY4zhkz/38e6CPTQoF8oX9zalVEheOL0HwtfYZB6+1rbWMYBAidpQvhmUa24Te9Gq1yfy5WPtXJIWD8Jtb9rhx+n4c9dJ7v9uPVWKB/PdsOZuH32SVXO3RPDoDxtp4EjuIc4m9zP74etbIU8gMmq7RxJ8RyDKGLNKRN4F1gKdjTGDReRT4ANjzN7U9nd1gr/q9x0neOLHzSQaw5jeDbitbimXnyNDDiyGb7tDk8HQ9UPvxpITGQPznrQjl6p3hitRcGYfREYk2UigUHmb7ItVs4mlaFV7O6SMU61F9Y/oK/E8OX0LS7fs46Gq5xhe6TR5jq2D8PVw2dE6Dypsk3i55lCuKZRtAoEF0z6wMfDrs7D6M+j0f9DmUafiWbLnFPd9u44KRfMzebj7Jgdl1ZzNx3hs6iYalS/EhKHNCc6Xx7kdI4/D+Fvs3/bQ35Di1d2f4K9tKNIeGA3sA6YbY+aJSG8gxBjzTWr7uSvBAxw5G83D329gc/gFhrWtxNO31SRvHi/+Ey98CZb/D/pOhlp3eC+OnOiP0bBkDLR+1K62dbXVdznSJvoz++H0Xjiz1/58eh/EXfpn/4D8UKQKFKvqaPlX/ed2egkpN0lMhNO7ObdnOWuX/Eql2B1U83Nc8xI/2zov19Qm9PLN7euYmXHviYnw01DYPhN6fgn1+zi124p9pxk2cR1lCgXyvRtqt2TVrE1HeXzqJppWKMLXQ5o5n9xjL8A3XeDsARg8B8o2QUQ8k+DFzlz4GKgJHAY+NMZsFpFbgMbGmLeSbT8CGAEQFhbW5NChQ1mJMU2X4xN4c94uJqw4SKOwQnzcvzFlC7mm1GaGxV+B8Z3g/CF4cAUULOOdOHKaFR/ZlbUaD4Ku/3MuoRhjW/enHQn/zL5/bp8/BCbJqKfgkte39os6En/hCrbPOCeLOWdb5Fe7W46uh8t2cuF5E0xCmSYUrdnOdrmUbWK7IV0lLtZecD2yGu75Earc6NRua/4+y5Bv1lA8JB/f39eSMt76f09m5sZwnpi2mWYVi/D14GYUcDa5J30d+k+182zAcwn+2sYi/wf0BoY4umx6AjWNMW+kto87W/BJzd0SwdM/bSGPv/BBn4bcWDPrky4y5fQ++KKdbeXcO0u7BbJqw7d2FEadHnZYqp8LLqrHX4azf1/f2r96O/rMP9v55YHCla5v7V99AyhQPHMtV29KTLQzsMPX2OGK4WtsXzpca53vy1uLcX8XJaJgfV4e1I2qJV2Y0FMScx6+uR3OH4Yh86B0fad2W3/oLIO/XkuhAgF8P7wl5Yt497rXT+vD+e/0zbSsVJTxg5uSP6+TyT0xAaYNhF2/2L/ver2vPeSRBC8iTwMRxphvReQjYB1Q3Bjzroi8Cuw2xnyf2v6eSvAAf5++xEOTN7Az4iIPdajCqE7VyePvhQR7NSl1fBXaPub58+cU23+G6UOgyk3Qbwrk8cDoieiz17f2z+y1bwBnD0DC5X+2yxfqSPqOxF8oDPzz2ESZ6pc4vvs7sU2yLz//tB9P6RjxVyBik+NC6Bo4uuFa65ygIo6RLbb/PL5UQ0b/Hs6EFQdpV60YH9/d2PkhfVl18Rh81QkS42DYQvvJyQmbjpxn4PjVhAQGMOW+loQV9U6S/3HdEZ76aQutqxTlq4HNCMrrZCPEGJjzH9gwEW57G1o+cN3DnkrwhYFpQD5gG/AssARYBHQGWhpjLqS2vycTPEBsXAKvzN7OD2uP0KJSET66u5FbynCmyRj7rrx7Hgz/Hco08uz5c4J9v8P3/ewnoQEzvD8yKTEBLhy5vrV/9U3goo/My0iN+NkFa64b2VLl2ieQc5eu8PCUDSzfd4bhbSvxTOeanm8YndxpR48UKAHDFkD+Ik7ttu3oBQaMX01gHn+mjGhJpWKeHVE3be0Rnp6xhbZVi/HlwKYZG7b9x+uw5B1o94SdGZ+Mx7tokpy4MNAJWGKMSXOevqcT/FU/rQ/nhZ+3USCfP2P7NaJ11WKeDSD6LHzeFvIEwv1LIJ/rpnLneIdX2RFJxarCoF8gqJC3I0rblUtwMQJMgu3bT/HL2DeJtB5P9bGEdB5P5RgIlKwDZRun2ne+50Qkwyeu4/iFWF7vUZe7mpb37GuX1KEV9vdeuj4MnO30m/rOiIvc89Vq8vgJ39/Xgqol3Nyt5DBlzWGenbGV9tWLM+7eJhlL7qvHwfwnofFA6Do2xe4+ryX4jPBWggf7x/vQ5A3sPxXF4x2r8/CNVfFLbeadOxxcBhPugEYD4M6PPXfe7Cxii33NgovDkF/td+UWv+84wX9+2Ej+fHn4fEATmlQonP5O7rZjtv30W6Mz9Jlku72csOdEJP2/XA0YJg9vSY1S7k3y3606xAs/b6NDjeJ8PiCDyX3bDJg+FGrcDn2+TfU5uiLB5+grgNVLhjBrZBvubFCG9xfuYdA3azgTdTn9HV2lYltoNwo2ToIdszx33uzq9D74rqdtbd77syZ3N7k6eem+SbZs7eyH2/hGcgeo3Q06v2O7N+c94fTymNVLhjD1/pb4+wn9xq1k+7FUe42zbNLKg7zw8zZuqlmCLzLact//J8wYAWGt7DKgTr6BZVaOTvAABfLl4YO+DXmzZz1W/32WLmOXsfbgWc8F0OFZO7xs9qNwIdxz581uLoTDpO72H3rgz3bCknK5mCsJPDJlI2N+2023BmX48YFWlA71jWGG17QYAW0fh/UT7NwHJ1UpHszUEa0ICvCn/5er2Rru+iQ/ccVBXpy1nY61SvDZgMbky5OB5H50gy1rUqw63D0FAtz/uuf4BA92WcC7m4cx86HW5Avwo9+4VXy2eD+JnljJ3T/ATuRIjIcZ99t+WHW9qFO27zX2Atw7ww5FVC537HwMd32xgrlbI3j6tpp82Leh92s5pebml6HB3fDn63ZUmpMqFivA1PtbEZwvD/2/WsXGw+dcFtLXy/7m5dnb6VS7JJ/e0yRjyf3Mfph8l714POAnj11XyhUJ/qo6ZUKZ80hbbqtTird/3cXgCWs57Ykum6JV4PYxcGgZLP/Q/efLTmIv2G6ZC+HQf5oWa3OT9YfO0u3jZRw8Hc1XA5vyYIfMr7zkESLQ7SOocjPMecwW83NS+SL5mfZAKwrnz8u949ewzgWf2L9aeoDXftnBrXVK8kn/xhmbMX8xwn46xcCAmVCwdJbjcVauSvAABQMD+Lh/I17vUZdVB87Q+X9LWbEvQwUyM6fB3VCnJ/z5hp05qGwt/e/7wckd0HcSVGjl7YhypGlrj9Bv3CqC8+Xh55GtublWSW+H5Bz/AOgz0S6s8+PgDP3flC0UxLT7W1EiJB8Dv17D6gNn0t8pFeOW7Gf03J3cXq8UH2c0ucect7NUo8/CPdPtyDAPynUJHmyXzT0tKjBrZBsKBubhnvGreX/hHhLc2WUjAnd8ACGl7YLdlyPdd67sIP6KHS1xeCX0HAfVOnk7ohwnPiGRV2Zv56mfttCiUlF+HtnGY0MIXSZfiC1jUKA4fH+X7epwUqnQQH4YYUsZDPpmDcsz0ZD7bPF+3pi3iy71S/O/fo0IyMj8gLgYmHK3nS3c9zs7XNXDcmWCv6pW6YLMfrgtPRuVY+yivfT/chXHL6S/EEGmBRWy/fHnD8H8p913Hl+XmAAz74d9C23lzbq9vB1RjnPyYiyDv1nLhBUHGdqmEhOGNMs2ddT/JbgE3DvT3p7UA6JOOr1riYI2yVcsWoChE9by155TTu/7yZ/7ePvXXXRtUIb/9W2YseSeEA/ThzkaMF84XWfH1XJ1ggc7yua9Pg14764GbD16gdvHLuXPXc7/AWVYhVbQ7r+waTJs+8l95/FVxsDcUbB9hq0K2WSwtyPKURITDZNXH+Lm9/9izcGzvNOrPi91re2dkh2uVLQK9P8RLp2Cyb0z9Am4WLAtSlaleDD3TVzHop0n0t3no0V7GfPbbu5sWIYP+jTI2OtnDMx9HHbPtUM+vdiAyea/ddfp1aQcsx9uS4mQfAyZsJY35u3kSryb1lm94Wk7ZXzO47bIUm7y+yt2+FvbUdDmP96OJkfZeyKSPl+s5PmZ26hXNpTfHmtPn2Y5aLhpuSZw1wQ4vg2mDYIE55fwK1IgL9/f14KapUN44Lv1/LY99Qn4H/6+h/cW7qFno7K836dhxt8c/xhtR/60f9IO+fQiTfBJVC0RzM8j2zCgZRjjlhygzxcrOXI22vUn8s8Dvb6008lnjMg9QyeXvm9HETUdlmLtDZU5sXEJvL9wD7ePXcq+U1G8e1cDJg9v4fG6LB5R/Vbbrbd/kS3ol4GZ+IXy5+W74S2oWzaUkZM3MHdLxHWPG2N4f+EePvx9L72blGPMXQ1SX3M2Nau/gKXv2tLWNz6fsX3dQBN8MoEB/ozuXo9P72nM/pNR3D52KfO3RqS/Y0YVrgh3vG/76Ja+5/rj+5q142HRq1C3N9z+bvYrteujVh04w+1jlzJ20V7uqF+GRaNuoHeTcr49BDKrGg+EDs/B5imw6LUM7VowMIBvhzanUVghHpmygVmbbKE4YwzvLdjD2EV76dO0HO/0qp/x5L51ur22VvMO6PK+T/yN5+haNFl1+Ew0j0yxK0bd27ICz3ep5fqJIT/dZ/vih/5qV8jJibZOh5+GQ7VboN/knL+IhgdciI7jzfk7+WHtEcoXCeL17vVoXz0XlXYwBn55zHb3dR6T4a6QS5fjGTZxLWv+Pss7vRtw4FQUny7eT79m5XmjR72M16za/wdM7mP/hwfMcMnawFpszAOuxCcy5rddfLn0b2qVLsgn/RtRubgLK0PGXrBVJxF4YCkEhrru2L5gz2/wQ38o3xIGTPfI9OyczBjDnC0RvDZnO+ei4xjerhKP3Vzd+RrkOUlCPEy7F3bPt0W7anfL0O4xVxK479t1LHMMn+zfIozRd9bNeHI/uh4mdLULwQ+e67JZqprgPeiPXSd4YtpmLscnMrp7XXo2Lue6gx9ZA1/fZqcxt3oYmg1z7dJo3nJwuZ2lWrwmDJqja59m0ZGz0bw4axuLd5+ifrlQ3uxZjzplcliDIKOuRMO3d0LEZlvDqELrDO0eG5fAczO2UqJgIE/dWiPjyf30XlvHPm+wrWMfUipj+6dBE7yHRVyI4T9TNrHm4Fl6NynHa3fWcX5prvQcWQOL37Qf9YIKQ8uHoPkI36+FnppjG22rpmBpW/a3QFFvR5RtxSckMmHFQd5bsAcR+O8tNRjUumLG+4hzquizMP4WuHQShi6AEjU9c96LEfa8cdE2uRet4tLDa4L3gviERMYu2stHf+6jSvFgPu7fiJqlXNgyDV9vK+jtmQ/5Ctok3/Kh7JUgT+2Bb26DgAL22kJoWW9HlG1tO3qBZ2ZsYdvRi9xcswSvda/rvUXlfdm5Q3bBe78Am2zd/TcXc+6ftWQH/+KWVds0wXvR8n2neWzqJi7GxPFy1zrc3by8a0cuRGyxw612zLb91k2HQutHIcTH64icP2y7mxLibHJ3casmt4i+Es8HC/cwftnfFA3Ox6vd6tC5bqmcPTomqyK22KRbqDwMme++T79xMXZGbfg6e12pcge3nEYTvJedirzMqGmbWLr3NF3ql+bNnvUoGOjiESInd8Gy92Hrj7Z10mSQnSAU6sJrAK4SddL2R0afgcHzoFRdb0eULf25+yQvzNzG0fMx9G8RxtO31SQ0SEceOWX/n7Ysb1hLW5Y3Tz7XHj8h3tZ03/Mr9P4a6vZ07fGT0ATvAxITDZ8v2c97C/ZQtlAQH/dvRP1yhVx/ojP7YdkHduwvAg3720URilRy/bkyI+acXWrv7AEYOCvnDvl0o1ORl/m/X3Ywe/MxqpYI5s2e9WhW0bnFp1USW36EGcOhTg/o9TX4uWi6jzEw+2HY+J2dy9H8PtccNxWa4H3IuoNneXTKRk5FXeaZzrUY2qaiez5Onz8My/8HGybZRUTq97HT/otXd/25nHXlkl2w49hGuGcaVLnJe7FkQ8YYflwXzuvzdhJzJYGRN1blgQ6VM7aghLre8rGw8EV7/erWN1wz6ej3V+2n6fZPwU3un6XqkQQvIqHAD0AeIAroC3wG1ALmGWNGp7V/bknwAOejr/DfH7fw+84TdKxVkjG961O4gJsq+F2MgBUfwbqvIT4W6nS3Rcw83S0Sfxmm9IMDi22dkNp3evb82dyBU1E8N3Mrqw6cpXnFIrzRsx5VS7hwnkVuZQz8+iys/gw6/R+0eTRrx1v1Gfz6jC2Od8eHHpml6qkE/xCw1xizUEQ+A1YCNxljBovIp8AHxpi9qe2fmxI82NbYN8sP8ub8nRQLzsfYuxu592P2pdOw8hNY8yVciYQaXaD9fz1TezohHqYPgZ2z4c5PoNEA958zh7gSn8gXf+3noz/3EZjHj+dur0WfpuUzPg5bpS4xEX4aCttnQs+voP5dmTvO1S6fWl3hrong55lPVh7vohGR6UBB4ENjzDwR6Q2EGGO+SbbdCGAEQFhYWJNDhw5lJcZsaUv4eR6ZspHwczGM6lSdB2+o4t5/3uizsGYcrPrUzo6t2tFWswtr6Z7zJe2PvPUNaDXSPefJgdYdPMuzM7ay92QUd9QvzUtda1MiJOtT21UK4mLtikpHVmduxMu+3+H7vhDWyq7I5IISBM7yaIIXkVbAaOAgMNYYs1lEbgEaG2PeSm2/3NaCTyoyNo7nZm5jzuZjtKtWjPf7NKR4iIuv6icXexHWfgUrP7ajWSq2s4m+UnvXfaw0Bha8YM/hof7InOBibBxvz9/F5NWHKVsoiP/rXoebavr4sNecIOY8fNMZzh+BIfOgdH3n9gtfDxO7QpHKMGSux8uIuCLBO3V5WUSKAB8BQ7H98FdnWgQ7e4zcKCQwgLH9GvJWz3qs+fssnf+3lGV73bz+a2BBaDcKHttqW9an98K33eyMuz0LMlReNVVL3rXJvfn9cONzWT9eDmeMYf7WCDq+9xdT1hxmWNtKLHi8vSZ3TwkqZFvfgQXtYiHnnOhROLXHbhtc3A63zKY1otJNziKSF5gGPGuMOQSsB9o6Hm6AbdGrVIgI/ZqHMfvhthTKH8C9X6/m3d92E5/gpsVErspbwHab/GezHdIVGWHXtBx3A+ycY/snM2P1OPhztF1E/La3fKIkqi87dj6G+75dz4OTN1A8JB+zRrblxTtqUyCfi0pcKOeElrWJOj72n0WwU3PhqK2h5OdvK0P6+uTCNDhzkfVB4A1gs+Oub4BRwCKgM9DSGHMhtf1zcxdNctFX4nll9namrQunWcXCjL27EaVDPTTtPP4KbJlqa8+f+xtK1IZ2T9ixws5eNNr8g11LtUYXW73PX5NUahISDZNWHmTMb7tJNDCqU3WGtKmY/ZfOy+4OrbBDeks3sPM18ua//vHos3Y27IVwRwmCht6IEvDiOHgRKQx0ApYYY1Jf+wpN8Cn5eeNRnp+5lYA8frx3VwNuruXBFkJCvF0Pdcm7cHo3FK1qE329u9Ku075rLky9Fyq2sWtjevBiU3azM+Iiz8zYyuYj52lfvTivd69L+SL5099RecaO2TBtINToDH0m/dNQuRINk7o75nNMh8o3eDVMneiUjR04FcXD329kR8RFhretxFO31SRvHg+27hIT7fDGJe/Cia1QKMzOjG14z7+nd/+9BL7rbcfYD5yVM0oZu0FsXAL/W7SXL5ccIDQogJe61qZbgzJaP8YXrR4H85+EJkPgjg/spMGpA+z6BXdNsPNKvEwTfDYXG5fAm/N2MnHlIRqUC+X9vg2p4srFRJxhjP2jXvKOXbigYFlb66bxQFvkLHy9vUgbWt6OQMivU+dTsmzvaZ7/eSuHzkTTp2k5nru9FoXyu2mSm3KN31+x5T86PAfnD8GmydDlPWg23NuRAZrgc4xft0Xw1PQtRF9JYHDrijzasZrri5alxxg48Cf8NQYOr4ACJaDpEDu2PjDU1nQvWNqzMfmg+IREDp6JZtfxi+yKiGTX8YvsjIjk6PkYKhUrwOs96tK6SjFvh6mcYQz8/KCjvhNwwzNw47PejSkJTfA5yKnIy7z7226mrT9C0QJ5efLWGtzVxEszGw8utzXpD/wJwaVs2V9fKWrmQWcvXbmWwHdFXGTX8Uj2nIjkcrwdgeTvJ1QpXoCapQrSKKwQdzcPc/2avcq9EuJg1sNQsAzc/JJPjQrTBJ8DbQ2/wCtztrP+0DnqlQ3llW61aVLBS90iEVtsl4wvliZ2oSvxiRw4HcWuiEh2JmmZn7h4+do2xYLzUqt0QWqWCqFmqYLULB1C1RLBWhBMuY0m+BzKGMPszcd4c94ujl+MpXvDMjzTuRalQnXkSlYYYzgVdflaArcJPZJ9JyOJS7D/B3n9/ahaIpiapUOo5UjkNUsVdP8MZKWS0QSfw126HM9ni/czbukB/EUYeWMVhrerrN0AToiNS2DfySh2HbfdK1db5mcuXbm2TamCgdcSeC3H98rFCxCgY9WVD9AEn0scPhPN6/N28Nv2E5QvEsTzt9fm1joldfgdtlV+/GIsOyMcfeWOhH7g9CUSEu3fdr48ftQoFXKte+VqV4vbSjkr5QKa4HOZ5ftO8+qc7ew5EUWbqkV5uWsdqpfMXWPSj5yNZvm+0+w6HslOx4XPCzFx1x4vWyiIWqVDHEncdrFULFoAfy3Dq7IZTfC5UHxCIpNXH+b9hXuIuhzPgBZhPN6peo4ecx0bl8Bv248zbd0Rlu87A0D+vP62RV66ILUc32uUCvH88FKl3EQTfC529tIV3l+4m+9XHyY0KIBRt9Sgf/OwHNVS3RlxkalrjzBz41EuxMRRtlAQfZuV5476palYtIAujqFyNE3wih3HLvLqnO2s/vssNUuF8Eq3OrSsXNTbYWVaZGwcszcfY9raI2wOv0Befz9uqVOSfs3CaF2lqCZ1lWtogleAo974tuO8PncnR8/H0KVeaZ69vSblCmePAlfGGNYdOsfUtUeYuyWCmLgEapQMoW+z8vRoVFYvhqpcyRUJXuu95gAiwu31SnNTzRJ88dcBPvtrH7/vPMH9N1ThwRuqEJTXN4dVnoq8zIwN4Uxdd4QDpy5RIK8/3RuVoW+zMBqUC9VRQkplkbbgc6Cj52N4c95OftkSQZnQQJ69vRZ31C/tEwkzIdGwZM8ppq49wu87TxCfaGhSoTB9m5WnS73SuhCGUg7aRaPStObvs7wyezs7Ii7SvFIRXu5amzplvLP02JGz0Uxbd4Tp68OJuBBLkQJ56dW4LH2bladqidw11FMpZ2iCV+lKSDRMXXuEdxfs5nz0Ffo1D+OJTtUpGuz+qfexcQks2HGCaWuPsGzfaUSgfbXi9GtWnptrlfRs/XulshlN8MppF6Lj+HDRHr5deYgCef15rGN17m1VwS3T8ncd/2d44/loO7yxT9Py9G5ajrKFPLREoVLZnCZ4lWF7T0Ty2i87WLr3NNVKBPNS19q0q1Y8y8eNjI3jly0R/LD2CJuPnCfAX7ilTin6NStPmyrFdHijUhmkCV5lijGGhTtOMHruTg6fjaZT7ZK80KUWFYoWyPBx1juGN/7iGN5YvWQwfZuF0aNRWYro8EalMs1jCV5ESgLTjTHtRCQAmAkUAb4yxnyd1r6a4H3X5fgExi/7m4//2Ed8gmFYu0o8fGPVdEeynI66zMwNR/lh7WH2O4Y3dm1Qhr7NytOwfCGfGK2jVHbnkQQvIoWBKUAJY0xjERkFFDTGvCIiM4BBxpjI1PbXBO/7TlyM5e35u5ix8SglQvLxTOeadG9Y9rpulYREw5K9p5i29ggLd9jhjY3DCtGvWRhd6uvwRqVczVMJviAgwCxjTAcRmQ08Y4zZISL/BdYbY/5MbX9N8NnHhsPneHX2djaHX6BRWCFe6VqHIgXy8uP6cH5cd+Ta8Maejezwxmq5rJKlUp7kkZmsxpiLjpNdvasAcNRx+yJQMoXARgAjAMLCwrISn/KgxmGFmflQG6ZvCOedX3dz5yfLry1R2a5acV68ozYddXijUtlGZj5XRwFBwAUg2PHzdYwx44BxYFvwWQlQeZafn9CnaXk61y3FN8sPYgz0alI229S1UUr9IzMJfj3QFpgONABWuTQi5RNCAgN49OZq3g5DKZUFmUnwE4F5ItIOqA2sdm1ISimlXMHpzlRjTAfH90NAJ2A50NEYk+Ce0JRSSmVFpsa2GWOOAdNcHItSSikX0uEQSimVQ2mCV0qpHEoTvFJK5VCa4JVSKofSBK+UUjmU28sFi0gksNutJ8mcYsBpbweRjMbkHI3Jeb4Yl8bknBrGmCwVfPJECcDdWS2Y4w4iss7X4tKYnKMxOc8X49KYnCMiWa7SqF00SimVQ2mCV0qpHMoTCX6cB86RGb4Yl8bkHI3Jeb4Yl8bknCzH5PaLrEoppbxDu2iUUiqH0gSvMkxESotIRxHRNfuU8mFZSvAiEioi80VkoYjMFJG8IjJeRFaIyAtJtispIkuT/BwgIr84thualRhcFZPjvloiMsuV8WQlJhEJE5HFIvKHiIyTJOsmejGm+sBUoA3wl4jkdVVMWYkryf11RWSBL8QkImVFJNzxO1wsIsW9HVOS+2eLSCNXxZOVmETk1SSv0S4RedYHYqosIotEZKWIvOiqeFwQV2MR+d2x3RPpnSerLfh7gPeNMZ2A40A/wN8Y0xooIyLVRKQwdpGQAkn2ewRY59juDnFtSzBTMYlIFWAMEOrCWLIUE3A/8KAx5iagPFDPB2KqDQwxxrwKHAAquTCmrMSF4w3wfcClbzpZiKkF8LoxpoPj65QPxISI3AMcMMZsdGE8mY7JGPPy1dcI2Ap86+2YgIeBF40xrYBbXfnmnMW4PgKGYBtYvUQk7f8/Y4xLvrBL+C0Abnf83NsRSEFs0lycZNvZQG3H7f8CN7oqjizEVALIl/Q+b8eUbL81QBlfiAk7Qa4LsMjxR+kTrxUwFHjWnb/DDP5NvYNNWCuBD3wkpiLYhPKyu/7vMvO7c2zTDPjQF2ICngeGASUd/3sBPhLXziS35wAN0jq2S/rgRaQVUBg4Ahx13H0RKGmMuWiMuZBslwLJt3NFHFmJyRhz0hhz2dVxZCWmJPv1BbYbu9CKL8QUDPQBzgJuGYaV0bhEpCgwAHjXHfFkJiZgPtDa2FZgdUf3lrdjehz4EfgCGCgi3Xwgpqv+g22hulwmYvoVaA88CvwJxPtIXMtF5GER6Q9UBLakdfwsJ3gRKYL9pQwFooAgx0PBaRzf2e08GZNbZTYmEamM/ZTzmK/EZIw5b4wZBMRiW12+ENdbwLPGmDhXx5OFmFYYYyIdt3cBLl3FPJMxNQI+McYcx67K1sEHYkJECgEljDH7XRlPFmJ6GRhsjHnesX0nH4nrfuzf0sPA28bRlE9NVi+y5sX+kTxr7Fqt64G2jocbAAdT2dXZ7TwZk9tkNiZHH9wUYGgarR5Px/SZiLR3/FgIOO8LcQE3AG+LyGKgoYiM9oGYfhM74ig/cCuwzQdi2gdUdtxuChzygZgA7gTmuSoWF8RUBigvIoFAY1z8STWzcRm7BvbV4o2T0z1RFvuOHgTOAYsdX4OAzdgLXTuB0CTbJu1HqgBsB/4HrMWF/biZjSmt+7wVE/A2EJFkvxt8IKZKwDJgKfYilE+8Vu78HWbhtboR29raAjzsIzGVwSbS5cBCIMTbMTl+/h5o7Ct/T9hrTAeASGwjy6XXmrL4Wk0E2jlzHpfPZHW0OjsBS4z9GJjadmWw71i/GRe3TjMbkydpTM7zxbg0JudoTM5zR1xaqkAppXIoncmqlFI5lCZ4pZTKoTTBK6VUDqUJXimlcihN8EoplUP9PzkXFS3DC1TLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "白酒与葡萄酒行业平均市盈率：64.84498275862067\n"
     ]
    }
   ],
   "source": [
    "# HY478\t白酒与葡萄酒\n",
    "final_ret('HY478')\n",
    "# 计算行业平均市盈率，仅作参考\n",
    "print('白酒与葡萄酒行业平均市盈率：' + str(industry_average_pe_ratio('HY478')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "计算机、通信和其他电子设备制造业行业平均市盈率：-1041.9375812646374\n"
     ]
    }
   ],
   "source": [
    "# C39\t计算机、通信和其他电子设备制造业\n",
    "final_ret('C39')\n",
    "print('计算机、通信和其他电子设备制造业行业平均市盈率：' + str(industry_average_pe_ratio('C39')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "电气机械和器材制造业平均市盈率：15.015444827586215\n"
     ]
    }
   ],
   "source": [
    "# C38\t电气机械和器材制造业\n",
    "final_ret('C38')\n",
    "# 电气机械和器材制造业平均市盈率，仅作参考\n",
    "print('电气机械和器材制造业平均市盈率：' + str(industry_average_pe_ratio('C38')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SpRx11FG7XcFTzMaNG1m5cuVuy0uF49y4cSNHHXUUDzzwAH/3d3+3R82vf/1rPvjBD2Ya05w5c+jXrx+l7h64ePHiPa7ukbQwImqK1ZcM/bSDXsAIYE5ErMk04hb2K6cvh37bcuhbOQ6U0Idkvbv5Cdfnn3+ejh07MmjQoFa/iHWw2rJlC127di35Uwvlhn6mb+RGxAaarrrJrNh+e9uXme1fQRQN2/ZQbAxDhw5th5HsP1neyLJM2pvzN3LNrKhXN25nx5b6vQoWe/c1/rRy8y+LleLf3jGzou6ev4HPAMf2XId4d2f7izd3LV1ke2i8iUo5HPpmVlT92+9w25z1++W1lk8avV9ex7y8Y2aWKw59M7McceibmeWIQ9/MLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliMOfTOzHHHom5nliEPfzCxHHPpmZjni0Dczy5FMoS9pmqR5kia0UtNb0tyCx7dImp3+LZF0o6SjJa0saM92A0szM2sTJX9PX9JYoDIihkm6R9LAiFjWrKYX8EOgqrEtIv614PmfAj8CzgBui4gpbXUAZmaWXZaZfi1N97SdBQwvUrMTuBSob/6EpA8AqyJiFTAUuEbSc5K+UezFJI2TtEDSgrq6ugzDMzOzrLKEfhWwKt2uB3o3L4iI+ojY1ML+/wTcnW4/CQyLiDOBEyUNLtLX1IioiYia6mqv/piZtaUsod8ANN7AsnvGfQCQ1BM4MiL+mDbNi4jN6fYSYGDWvszMbN9lCfCFNC3pDAGWl9H/R4EnCh4/JamPpG7A+cDLZfRlZmb7KEvozwCukHQXcAnwrKTxGfs/H5hT8PgW4GngeeA7EbG0jLGamdk+Knn1TkTUS6oFRgB3RMQaYFILtbXNHn+i2eOngZP2cqxmZraPSoY+QERsoOkKHjMzO0j5G7lmZjni0DczyxGHvplZjjj0zcxyxKFvZpYjDn0zsxxx6JuZ5YhD38wsRxz6ZmY54tA3M8sRh76ZWY449M3McsShb2aWIw59M7McceibmeWIQ9/MLEcyhb6kaZLmSZrQSk1vSXMLHh8taaWk2elfdda+zMzs3VEy9CWNBSojYhjQV9LAIjW9gB8CVQXNZwC3RURt+leXpS8zM3v3ZJnp19J0q8RZwPAiNTuBS4H6grahwDWSnpP0jax9SRonaYGkBXV1dRmGZ2ZmWWUJ/SpgVbpdD/RuXhAR9RGxqVnzk8CwiDgTOFHS4Ix9TY2Imoioqa6uzngYZmaWRZYbozcAXdPt7mQ/+TsvIt5Ot5cAA/ehLzMzawNZQnchTcswQ4DlGft+SlIfSd2A84GX96EvMzNrA1lm+jOAuZL6AqOAkZLGR8SkEvvdAjwNbAO+ExFLJa1u1tfQvR+6mZmVq2ToR0S9pFpgBHBHRKwBigZ+RNQWbD8NnFSir+bnAczM7F2UZaZPRGyg6aqbfdKWfZmZWXl8ItXMLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliMOfTOzHHHom5nliEPfzCxHHPpmZjni0DczyxGHvplZjjj0zcxyxKFvZpYjDn0zsxxx6JuZ5Uim0Jc0TdI8SRNaqektaW7B436SZkuaJWmqEkdLWpm2z5ZU3RYHYWZm2ZQMfUljgcqIGAb0lTSwSE0v4IdAVUHzPwJXR8SHgGOA9wFnALdFRG36V9cWB2FmZtlkmenX0nR7w1nA8CI1O4FLgfrGhoi4KSIWpw8PB9aR3Aj9GknPSfrG3g7azMz2TpbQrwJWpdv1QO/mBRFR39JNziVdCvwuIl4HngSGRcSZwImSBhepHydpgaQFdXX+IGBm1payhH4D0DXd7p5xHwAkHQ/8M/DZtGleRGxOt5cAeywVRcTUiKiJiJrqai/5m5m1pSwBvpCmJZ0hwPIsHafr/PcDVxV8CnhKUh9J3YDzgZfLG66Zme2LDhlqZgBzJfUFRgEjJY2PiEkl9hsP9APulgTwr8AtwNPANuA7EbF0bwduZmblKxn6EVEvqRYYAdwREWuAooEfEbUF2zcANxQpO2lvBmpmZvsuy0yfiNhA0xU8ZmZ2kPI3cs3McsShb2aWIw59M7McceibmeWIQ9/MLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliMOfTOzHHHom5nliEPfzCxHHPpmZjni0DczyxGHvplZjmQKfUnTJM2TNKGVmt6S5hY87ijpv9L9rmqpzczM9p+SoS9pLFAZEcOAvpIGFqnpBfwQqCpo/gywIN3vI5IOaaHNzMz2kywz/VqabpU4CxhepGYncClQ38J+84CaFtrMzGw/yRL6VcCqdLse6N28ICLqI2JThv1K9iVpnKQFkhbU1dVlGJ6ZmWWVJfQbgK7pdveM+7S0X8m+ImJqRNRERE11dXXGlzIzsyyyBPhCmpZ0hgDLM/ZdbL+97cvMzNpAhww1M4C5kvoCo4CRksZHxKQS+/0QeELSWcDJwHySpZ3mbWZmtp+UnOlHRD3JCdjngXMj4tWWAj8iagu2XwVGAM8C50XEzmJt+3wEZmaWWZaZPhGxgaarbjKLiNeb71eszczM9g9/I9fMLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliMOfTOzHHHom5nliEPfzCxHHPpmZjni0DczyxGHvplZjjj0zcxyxKFvZpYjDn0zsxxx6JuZ5YhD38wsRzKFvqRpkuZJmpC1RtLVkmanfy9K+q6kDpJeK2h/X1sdiJmZlVYy9CWNBSojYhjQV9LALDURMSUiatP75s4FpgKDgfsb2yPipTY9GjMza1WWmX4tTfe0nQUML6dG0tFA74hYCAwFLpL0jKT7JO1xj15J4yQtkLSgrq4u84GYmVlpWUK/CliVbtcDvcus+TQwJd1+ATgnIoYDG4ELmncUEVMjoiYiaqqrqzMMz8zMssoS+g1A13S7ewv7FK2RVAGcGxFPp88tiojV6fYSYI+lIjMze/dkCf2FNC3XDAGWl1FzFjC/oG66pCGSKoGLgN+WOV4zM9sHe6ypFzEDmCupLzAKGClpfERMaqVmaNp+PjCnoO5W4CeAgMcjYua+Dd/MzMpRMvQjol5SLTACuCMi1gCTStRsStu/2KzuZZIreMzMrB1kmekTERtoujpnr2vMzKx9+Ru5ZmY54tA3M8sRh76ZWY449M3McsShb2aWIw59M7McceibmeWIQ9/MLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliMOfTOzHHHom5nliEPfzCxHMoW+pGmS5kmakLVGUgdJr0manf69L22/RdILkr7dNodgZmZZlQx9SWOByogYBvSVNDBjzWDg/oioTf9eklRDcgP1DwIrJZ3XpkdjZmatyjLTr6XpNoizSEI7S81Q4CJJz0i6T1IH4GzgkYgIYCZw1t4P3czMypUl9KuAVel2PdA7Y80LwDkRMRzYCFyQpS9J4yQtkLSgrq4u42GYmVkWWUK/AeiabndvYZ9iNYsiYnXatgQYmKWviJgaETURUVNdXZ3pIMzMLJssob+QpiWdIcDyjDXTJQ2RVAlcBPw2Y19mZvYu6ZChZgYwV1JfYBQwUtL4iJjUSs1QYBHwE0DA4xExU1IF8FVJ3wJGpn9mZraflAz9iKiXVAuMAO6IiDXApBI1m4BNJFfwFNa9k16xMxr4VkT8qQ2OwczMMsoy0yciNtB0dc5e16R1W4GHM43OzMzalL+Ra2aWIw59M7McceibmeWIQ9/MLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliMOfTOzHHHom5nliEPfzCxHHPpmZjni0DczyxGHvplZjjj0zcxyJFPoS5omaZ6kCVlrJB0q6UlJv5T0qKROkjpIek3S7PTvfW11IGZmVlrJ0Jc0FqiMiGFAX0kDM9ZcBtwVESOANST3wx0M3B8RtenfS215MGZm1rost0uspek2iLOA4cCyUjURcU/B89XAWpIbpl8k6a+BV4FPRsSOvRq5mZmVLcvyThWwKt2uB3qXUyPpTKBXRDwPvACcExHDgY3ABc07kjRO0gJJC+rq6rIeh5mZZZAl9BuArul29xb2KVoj6TDgbuCq9LlFEbE63V4C7LFUFBFTI6ImImqqq6szHYSZmWWTJfQXkizpAAwBlmepkdSJZMnnxoh4NX1uuqQhkiqBi4Df7u3AzcysfFnW9GcAcyX1BUYBIyWNj4hJrdQMBf4BOB24SdJNwBTgVuAngIDHI2JmWx2ImZmVVjL0I6JeUi0wArgjItYAk0rUbCIJ+SlFuhy8b0M2M7O9lWWmT0RsoOnqnL2uMTOz9uVv5JqZ5YhD38wsRxz6ZmY54tA3M8sRh76ZWY449M3McsShb2aWIw59M7McceibmeWIQ9/MLEcc+mZmOeLQNzPLEYe+mVmOOPTNzHLEoW9mliMOfTOzHMkU+pKmSZonaUI5NVnbzMxs/ygZ+pLGApURMQzoK2lglpqsbW17OGZm1posM/1amm6DOAsYnrEma5uZme0nWe6RWwWsSrfrgQEZa7K27UbSOGBc+rBB0tIMYzRrD0cA69p7EH8JdHt7j+AvzrEtPZEl9BuArul2d4p/OihWk7VtNxExFZiaYVxm7UrSgoioae9xmJUjy/LOQpqWYYYAyzPWZG0zM7P9JMtMfwYwV1JfYBQwUtL4iJjUSs1QIDK2mZnZfqKIKF0k9QJGAHMiYk3WmqxtZgcjSePS5Uizg0am0Dczs78M/kaumVmOOPTNzHLEoW9mliMOfbOMJB3ZQvtZ+3ssZnvLoW+W3QONG5IeLGi/pR3GYrZXHPpm2algu+is3+xAl+XLWWaWOFTSMJLw3227fYdllp2v0zfLSNIPSL5VDknYR+N/I+KqdhuYWRk80zfLbnbBdmPgN26bHRQc+mbZvadg+ypgGk0zfrODgpd3zPaCpKcj4tz2HodZuTzTN8soPXHbqEfh44iY1w5DMiubZ/pmGaUncgv5RK4ddBz6ZmWQVBMRCyRVAJcDnYHpEfFWOw/NLBN/OcssI0k/pOn+zXcB5wPVwP3tNiizMnlN3yy7fhFxrqQBwIeAIRERkma198DMsnLom2W3QdI/AxcB/wZUSRrbzmMyK4uXd8yyuxzYDHw1In4KHAWcDHyiXUdlVgafyDXLSNLZETGnWVsXYFxE/Hs7DcusLJ7pm2X3aUkzJZ0jqYukzwHPA1XtPTCzrDzTNyuDpEHAz0iu2nkcuCoi3m7fUZll55m+WUaS/g34ETAJOBWoB34h6WPtOCyzsvjqHbPsXgXOjIgd6eOrJfUDbgRmtNuozMrg5R0zsxzx8o6ZWY449M3McsShb7aPJP1Le4/BLCuv6ZvtI0n9IuK19h6HWRa+escsI0mHA6cBzwE7gY8AGyPil+06MLMyeKZvlkEa+E8DTwEfBLaRhH9PoCIirm2/0Zll55m+WTbvB+6PiK9KOhu4JCK+DCBpdruOzKwMPpFrls1C4EJJH4yIOY0ze0lXkMz6zQ4KDn2zDCJiAzAWOKTZU0cBl+z/EZntHS/vmGUUEWuANQCSrgVqSX6aoSuwsd0GZlYGz/TNMpI0Ov3vGJIZ/gTgv4GH23NcZuXw1TtmGUmaDPQGlgN3RMTatP3/RsQ57Tk2s6y8vGOWUUR8WtJZwFSgv6SpwAnAG+07MrPsPNM3K5OkDsDfk1zGuQz4fkQ0tO+ozLJx6JuVIb1G/1DgVxGxpb3HY1Yuh75ZRpK+BhwDrAXOB/4D+EZEvNWe4zIrh0PfLKPCE7aSPgL8L5I3gbsi4r52HZxZRr5k0yy7zZI+kK7pnwF8DTgbGNi+wzLLzjN9s4wk9QduJwn5hyNiYvuOyKx8Dn2zMkgaAAwnuV5fJNfs/ywiNrfnuMyy8vKOWUaSvgh8FqgHfgMsBU4Cnpd0ZDsOzSwzfznLLLsLImJ4s7ZHJR1Csrbvn2OwA56Xd8wyknQvyafjh4BVJD+0dhZwOVAbEZvacXhmmTj0zcog6SKSX9fsBjSQ/M7+Y17Tt4OFl3fMyrOI5Bu5vUlm/Tvadzhm5fGJXLOM0hO5nwM2k5zIXYJP5NpBxjN9s+x8ItcOel7TN8tI0jSSa/Obn8i9AjjHJ3LtYODlHbOMIuIfSJZ0HiJZ3plL8lv6Zznw7WDhmb5ZRuma/tHALJIvaHUHhgAXA+c23knL7EDmNX2z7Lymbwc9z/TNMvKXs+wvgUPfrAwFX86qounLWTP85Sw7WDj0zcxyxFfvmJnliEPfzCxHHPpmZjni0DczyxGHvplZjvx/eOeYvrErwFAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/NjB14U6yc8/yxC/aEhBgycBTVNWSrYd58sZMVwZuTwVGiMhCIBBH2/9MYDWwRFXniUiEiDxfqN4ioJOI/AN4GJjlvrBNRXj2my28n7KP+69sxpgr3D/joScFBAhP3JDI3X2b8vbSvfzhozU2/YWHhIWFcfToUbuD3IPOzT4aFhbmkf270lmcAQwo9HT7QmVOAH8s9FyBiFwNDAL+oaq7yhmrqUBTF+7gle93cHv3hkwY0MLb4ZSJiPDwNa0IDwli8tyt5OTl8+KwTnbjmpvVr1+f1NTUYqddMO5xbj0CT/DoncWqehrHKKNSpWac5szZfBsK6AM+TNnH0//dzKB2dfjLDW0r9SW/iPCbq5pTPSSQJ7/axOncFF6+owthwfZ35i7BwcEemSPfVByfOTXKyM7lzhkpnHaO/DDeMWdDGg9/so5ezWoxeVgHAqtIu/qdvZvy1JC2LNiazpg3VnDqTFEjno3xTz6TCOpHV2PR9iOMemM5J+1D6hVLdx7lvlmraFsvildHdKlyV2fDuzdi8tAOLNt1lBHTl9nkd8Y4+UwiiAkP4R+3dmLlngyGT1tGVrZ9SCvS+v1Z3DUjhQYx1XhjdFfCQ6vmfIRDOtXnpds7s25/Fre/tpRjp3K9HZIxXucziQDgFx3q8vLwzmw6cJzbXlvK0ZNnvB2SX9h15BSj31hORFgQM8d1Jza8as/nc227OkwdmcT2wycZ9uoSDh/3vVv+jalIPpUIAAYmJvDaqCR2pJ9k2NSlHLIPqUcdOp7DiOnLyC9Q3hrXnbrR1bwdUoXo37I2b47pxv7M0/zy1SWkZmR7OyRjvMbnEgFA3xZxzBjbjYOZpxlqH1KPycrOY+T05Rw7lcubY7rRrHYNb4dUoXpeVpO37+zOsVO5DH1lCbuOnPJ2SMZ4hU8mAoAeTR0f0gz7kHrE6dx8xs5Ywa4jp5g6IokODaK9HZJXdG4Yw6y7epBztoBfvrKELWknvB2SMRXOZxMBQKeGMcwa7/iQDn11CVsP2YfUHfLyC7jnnZX8uDeDF2/tSK/mtbwdkle1rRfFB3f3IEBg2NQlrEvN8nZIxlQon04EAIl1HR9SAYa9uoT1++1DWh4FBcofPlzDgi3pPHVjO65rV8fbIfmEZrUj+PBXPQkPCeL215aSsvuYt0MypsL4fCKAnz+k1UOCuO21pazck+HtkColVeWJLzfy+eoD/DG5Jbd3b+jtkHxKo5rhfPirnsRFhDJi+nL+t91WZTX+oVIkAnB8SD/4VU9qhocwYvoyFu+wD+mlmvLddt5cvJtxvZpwb7/LvB2OT6obXY337+5Jw9jqjHlzBd9uOuTtkIzxuEqTCADqRVfjg7t7Ui+6GmPeWMH8LYe9HVKlMXPpHibP3cpNneox8brWlXr+IE+LiwjlvfE9aJUQwd0zV/Ll2gPeDskYj6pUiQCgdmQY79/dk2a1azD+rRS+WX/Q2yH5vC/XHuDPn6/nyla1efaW9jYvvwtiwkN4587udGoYzW9mreLDlH3eDskYj6l0iQAgNjyEd+/qQbt6Ufz63VV8vnq/t0PyWQu3pvPA+6tJahTDS7d3JjiwUv7KvSIiLJgZY7txRbNa/PGjtcxcstvbIRnjEZX2WyGqWjAzx3WnW+NYfvf+at5bvtfbIfmcVXsz+NXbK7ksrgbTRnWlWkjVmkSuIlQPCeK1kUlc3Tqexz7fwCvf7/B2SMa4nUuJQERiRWSAiPjUgPPw0CDeGNOVvi3iePiTdby+yNa+OWfboROMeXMFtWqE8tbYbkRVC/Z2SJVWWHAgL9/RmcEd6vLM15uZPGeLrcZlqpRSE4GI1AG+AroB80WkkYh8LSJzReRTESlyhjIRCRKRvSKywPnTzs2xA44P6asjunBNYgJPfLmRl+Zv98RhKpXUjGxGTF9OUEAAM8d1o3akZ5a38yfBgQG8OKwjQ5Pq88/vtvPUV5ssGZgqw5W5hhOBB1R1qYjEADcCk1V1roi8DFwD/KeIeu2BWar6kNuiLUZoUCD/ur0Tf/hwDc/P3sLp3Hx+P7CFX46MOXryDCOnL+dU7lneH9+TRjXDvR1SlREYIDxzU3uqhwQxbdEusvPyefKGttb5bio9V9YsngcgIn1wXBU8oarHnS/HAcWN4ewBDBGRK4A9wChV9diKM0GBAfx9aEfCggP51/ztZOfm89j1/jVM8uSZs4x5cwX7M08zc1x32tSN9HZIVU5AgPD44DZUDwnk3wt2kJObz3O3tCfIOuFNJebS6iPi+DYdBuQB+c7negIxqrq0mGorgL6qelBEXgKuo9CVg4iMB8YDNGxY/rtcAwOEv97Ujmohgbz+v12czsvnqRv944ztzNl8xr+VwoYDx5k6ogvdmsR6O6QqS0R48JpWhIcG8fzsLWTn5vPP2zoREmTJwFROLv3lqsOvgcXA9SISC0wBxpZQba2qnhvkvxloXsR+p6pqkqomxcXFXWLoRRMR/nx9G37d/zJmLd/L7z9cw9n8Arfs21flFyi/nbWaxTuO8tzN7bmqdby3Q/ILv+7fjMeub8M3G9IYPzOFnDxbb9tUTq50Fj8kIiOdm9FAJvAB8Iiq7imh6kwR6SAigcAQYE05Y3WZiPDH5Fb8Mbkln67az/2zVpF7tmomA1Xl0c/W8c2GNB4d1Jqbu9T3dkh+ZVyvJjxzUzu+35rOaFtv21RSrlwRTAVGiMhCIBBoCnQBJjpHAw1zjiR6uFC9J4CZwGpgybm+hop07ozt6/Vp3F1Fz9ien72FWcv38ev+l3Fn76beDscv3dqtIS8O68iK3RmMmG7rbZvKR3xlCFxSUpKmpKR4ZN/vLtvLxM/W0bNpTV4bmVRlFmaf9sNOnvxqE7d1a8jTQ9r6Vce4L5q9IY37311Fs9o1mDmuGzVrhHo7JOMHRGSlqiaVZx9+0bt1e/eGTB7agWW7jjHy9eUcz6n8Z2wfr0zlya82cW3bBJ680ZKAL0h2rre984itt20qF79IBABDOtXnX7d1Ym1qJsNfW0bGqVxvh1Rm8zYe4sGP13JFs5q8eGtHAv1gVFRl0bdFHDPGONbb/uUrS9h3zNbbNr7PbxIBwLXt6jB1RBJbD53g1qlLOXyi8p2xLd91jF+/+yOJdSN5dUQSoUE2f5Cv6d60Ju/c1YPM7FyGvrqEneknvR2SMSXyiz6CwhZvP8Kdb6UQHxnGO3d2p250tQo57qUqKFB2HjnJqr2ZrNqXyeq9mWxOO07jWuF8eHdPa4P2cRsPHGfE9GWICG/f2Y1WCXaDn3E/d/QR+GUiAFi55xijX19BZLVg3r2ru09MxZBxKpfV+zJZtTfD8cW/L5MTOY7hiBFhQXRsEE2nBtHc0aORzR9USWw/fJI7pi0j52w+b43tRvv60d4OyVQxlgjKaV1qFiNeX0ZoUADv3NmDZrVrVNixc88WsDntOKv2Zv705b/7qKM9OUCgZUIknRo6vvg7NYymaa0afnGHdFW071g2t09bSsapPN4Y05Wuje2ub+M+lgjcYEvaCYZPW4aqemx+HlXlQFYOq/f+fLa/fn8WZ5w3ucVFhNK5YTQdG8TQqWE07epFVZkhrsbhYNZphk9bxsHMHP772940qeX9K1BTNVgicJOd6ScZPm0Z2bn5zBjbjY4Nosu1v+zcs6xNzXK07e/NYPW+TA6fOANAaFAAbetFOc/0Y+jYMJq6UWE2/NMPpGXlMOCF72ldJ5L37uphV3jGLSwRuNG+Y9kMn7aMY6dyeX10V5cnbTvXofvjT008mWxJO06B821tXLM6nRo6zvQ7NoimVUKkTU7mxz5I2ceDH63lLze2ZUSPRt4Ox1QBlgjcLC0rh+HTlrI/8zSvjUyid/OLJ8I7diqX1fsyHM08JXTodmoYQ4cG0cSGF7luj/FTqsrI15fz454MZj/Qh/ox1b0dkqnkLBF4wJGTZxgxfTk7Dp/kn7d1pG50tQuaeKxD15RXakY2yS8spEvjWGaM6WrNgqZcLBF4SGZ2LqPeWMGafZk/PVc7ItTZvGMduqb83lqymz9/voHnb2nPL5MaeDscU4m5IxHYN1kRoquH8Pa4bnyQkkpCZBidGkZTxzp0jRvd0b0RX645yF++3EjfFnF2X4jxKuu1LEZEWDDjejVhUPs61I2uZknAuFVAgPDMze04c7aARz9bj69cmRv/ZInAGC9pGleDCQNaMGfjIb5ad7D0CsZ4iCUCY7xoXK8mdKgfxeOfb+BYJZ4R11RulgiM8aKgwACeu6UDx3PymPTFBm+HY/yUS4lARGJFZICI1PJ0QMb4m5YJEdzXvzmfrz7AvI2HvB2O8UOuLF5fB/gK6AbMF5E4EZkuIotF5NFS6rpUzhh/d0+/y2iVEMHEz9aRdbryr6BXHrlnC5g8ZwvbD9s6DhXFlSuCROABVX0KmA1cCQSq6uVAXRFpXlQlEbnJlXLGGAgJCuD5Wzpw5GQuf/3vJm+H4zWqyqOfreOf321nynfbvB2O3yg1EajqPFVdKiJ9cFwVJAMfOF/+DuhVTNV+pZUTkfEikiIiKenp6ZcauzFVSrv6UdzVuynvrdjHom1HvB2OV0xftIsPUlKpGR7Cd5sPk+ucodd4lqt9BAIMA/IAAfY7XzoOxBdTLby0cqo6VVWTVDUpLu7ieX2M8Te/u7o5TePCefiTtZw6c9bb4VSobzcd4qn/buLatgk8c3N7TuScZcnOo94Oyy+4lAjU4dfAYqAHcG5txxol7OOki+WMMU5hwYE8d3N79mee5vnZW7wdToXZknaC38xaRWLdSP4+tAO9m9eiekggszekeTs0v+BKZ/FDIjLSuRkNPMPPzTwdgN3FVF3pYjljzHmSGscyqmdjZizZzYrdx7wdjscdOXmGsW+uIDw0iGkju1I9JIiw4ED6tYxj7sZDFBTYXdee5spZ+lRghIgsBAKBz5zbk4GhwFci0khEHi5U76JybovamCruj8ktqRddjYc+WktOXr63w/GYM2fzuXvmSo6cPMO0UUkkRP0851JyYgLpJ86wal+GFyP0D650Fmeo6gBV7aOq96pqFo6O4KVAf1XNUtU9qvpMoXrHC5dzf/jGVE3hoUE8e3N7dh45xYvzquboGVXlkU/WsXJPBn8f2oH29aMveL1/q9oEBwqzN9i9FZ5WpnZ7Z3L4QFVLbMBztZwx5mJXNKvFrV0bMHXhDtamZno7HLd75fudfPLjfh64ugXXt6970euRYcH0vKwWszek2aR8HmYduMb4sD8Nak3tiDAe/GhtlRpKOXtDGs/N3szgDnX5zVXNii2XnBjPnqPZbDl0ogKj8z+WCIzxYZFhwTw1pC2b007w7wXbvR2OW2w4kMUD76+mff1onr+lfYlTvA9oE48IzF5vzUOeZInAGB93Vet4buhYl5fmb2dz2nFvh1Muh0/kcNeMFKKqBfPaiC6EBQeWWL52RBidG8bYMFIPs0RgTCXw+OBEIsOCefCjtZzNr5xNRDl5+Yx/ayUZ2Xm8NjLJ5VXZkhPj2XjwOPuOZXs4Qv9licCYSiA2PIRJNySyNjWL6Yt2eTucS6aqPPjRWlbvy+SFYR1pWy/K5brJiQkAdlXgQZYIjKkkBrWrQ3JiPJPnbmVneuWamfNf323nP2sO8MfkllzTNuGS6jaqGU6rhAjm2DBSj7FEYEwlISL85Ya2hAYF8NDHayvNHbf/XXeQv8/dypBO9bi332Vl2sfANvGs2HOMIyfPuDk6A5YIjKlUakeG8efBiazYncHMpXu8HU6p1qZmMuGD1XRpFMNfb2pX4gihkgxMTEDVMTGdcT9LBMZUMjd3rkffFnE8+81mn+5ATcvK4a63UqgZHsqrLowQKkli3UjqRVezu4w9xBKBMZWMiPD0Te0Q4E+frvPJu25P5+Zz11spnMw5y7RRSdSqEVqu/YkIyYkJLNp2hJN+Nj13RbBEYEwlVC+6Gg9f15ofth3hw5RUb4dzgYIC5fcfrmb9gSz+cWsnWteJdMt+kxPjyc0vYMGWw27Zn/mZJQJjKqnh3RrSvUksf/lqI4eO53g7nJ+8+O02/rsujUeubcXVbYpbt+rSJTWOpWZ4iDUPeYAlAmMqqYAA4dmb25OXX8DET9f7RBPR56v3889vt/HLLvW5q3dTt+47MEC4unU88zcf5szZqjs1tzdYIjCmEmtcK5w/DGzJvE2H+GLtQa/GsmpvBn/8aC3dGsfy1JCyjxAqSXLbeE6eOcviHbaEpTtZIjCmkhtzRRM6Nojm//6zgaNeGmd/IPM0d721kvjIUF4Z0YWQIM98tVx+WS3CQwKZY3cZu5UrS1VGicjXIjJXRD4Vkd+KyALnz2oRebWYekEisve8su3cH74xJjBAeO6W9pzMOcv/fbGxwo9/6sxZxs1I4UxePq+P6kpseIjHjhUWHEi/VrWZu/EQ+ZXkhrrKwJW0PRyYrKoDgDRgl6r2U9V+wA84lrIsSntg1rmyqrrOLREbYy7SIj6C+69sxhdrDlTo2XJBgfLA+6vZknacf97eiebxER4/ZnJiAkdO5vLjXlvC0l1cWary36o617kZBxwGEJF6QLyqriymag9giIgsEpF3RCTILREbY4r0q36X0bpOJI9+tp6s7LwKOebf5mxhzsZDPDqoDf1b1q6QY/ZvGUdIYACz11vzkLu43JAnIj2BGFVd6nzq18DLJVRZAfRV1V5AJnBdEfscLyIpIpKSnp7uetTGmIsEBwbw/C3tOXoqlye/8nwT0ccrU/n3gh3c1q0hY65o7PHjnRMRFszlzWoye6MtYekuLiUCEYkFpgBjndsBOBakn19CtbWqem4Yw2ageeECqjpVVZNUNSkuLu7SIjfGXKRtvSju7tOUD1emsnCr506uUnYf45FP1tGzaU2euCHRIyOESpKcmMC+Y6fZdNCWsHQHVzqLQ4APgEdU9dwsV72BZaVUnSkiHUQkEBgCrClXpMYYl/zmquZcFhfOI5+s88h0DPuOZXP3zJXUjQ7j5Ts6ExxY8YMPr27tXMLSRg+5hSu/wXFAF2Cic/TPMCAZWHiugIg0EpGHC9V7ApgJrAaWqOo894RsjClJWHAgz93SgQNZp3num81u3ffJM2e5c0YKufkFTB/dlejqnhshVJK4iFCSGtkSlu5Sageuqr7MxX0B7xcqswd4ptBz63GMHDLGVLAujWIYc3kTXv/fLga1q0P3pjXLvc/8AuW3s1axPf0kb47pymVxNdwQadklJybw5Feb2Hs0m4Y1q3s1lsrObigzpor6Q3ILGsZW56GP13I6t/xTMjz7zWa+3XyY/xvcht7Nvd+nN7CNY6WzORvtqqC8LBEYU0VVDwnimZvasftoNi/M21qufb2/Yi9TF+5kZM9GjOjZ2D0BllPDmtVplRBhzUNuYInAmCrs8ma1uK1bQ6b9sJPV+zLLtI+lO4/y6Gfr6d28Fn++vo17Ayyn5MQEUvZkkH7ClrAsD0sExlRxj1zXivjIMB78aM0lz9q55+gp7nl7JQ1iq/Ov2zsT5IURQiVJdi5hOc+WsCwX3/qtGmPcLjIsmKeHtGProZO8NH+Hy/WO5+QxbkYKBQqvj+pKVLVgD0ZZNq3rRNAgtpo1D5WTJQJj/ED/VrW5qVM9/j1/O5sOHi+1/Nn8Au57dxW7j5zi5Ts607hWeAVEeelEhOQ2CSzefpQTORUzrUZVZInAGD/x2PVtiK4ezIMfreVsfkGJZZ/8ahMLt6bzlxvbcvlltSoowrJJbptAbn4B87fYNDVlZYnAGD8REx7CX25oy7r9Wbz2w65iy729dA9vLt7N2CuacFu3hhUYYdl0bhhDrRoh1jxUDpYIjPEj17arw7VtE3hh3lZ2pJ+86PXF24/w+H820K9lHBMHtfZChJcuMEAY0CaeBZsPk5NnS1iWhSUCY/zMpBsSqRYcyIMfrb1gcZed6Se5550faVornCm3dSIwoGInkiuPgYkJnMrNZ/GOI94OpVKyRGCMn6kdEcbjg9uwck8Gby3ZDUBWdh53zkghMECYPqorEWG+N0KoJJdfVpMaoUHMXm/DSMvCEoExfmhIp3r0axnHc99sYdeRU9z77kr2ZWTzyh1dKuW8PaFBgfRvVZt5m2wJy7KwRGCMHxIRnh7SjsAA4RdTFvG/7Ud5ekg7ujWJ9XZoZZacGM/RU7mk7D7m7VAqHUsExviputHV+NN1rTlx5ix392nKL5MaeDukcunXsjYhQQHM3mDNQ5fK1hE2xo/d1q0BSY1jaOblKaXdoUZoEL2a1WL2hjQeu751ha+aVpnZFYExfkxEaBEfQUAlGiFUkuTEePZnnmajC3dPm59ZIjDGVBlXt44nQLDmoUtkicAYU2XUrBFKUuNY5thdxpfElcXro0TkaxGZKyKfikiIiOx1rl+8QETalVB3koisEJF/uTdsY4wpWnJiApvTTrDn6Clvh1JpuHJFMByYrKoDgDTgYWCWqvZz/qwrqpKIJAG9gG5Aqohc7a6gjTGmOAPbxAPY3EOXoNREoKr/VtW5zs044CwwREQWicg7IlLcyKM+wMeqqsA8oHfhAiIyXkRSRCQlPd1mDjTGlF+D2Oq0qRNp/QSXwOU+AhHpCcQAc4G+qtoLyASuK6ZKOLDf+fg4EF+4gKpOVdUkVU2Ki/P+YtjGmKohOTGBH/dmcPhEjrdDqRRcSgQiEgtMAcYCa1X1oPOlzUDzYqqdBKo5H9dw9VjGGFNeyW3jUYW5G+2qwBWudBaHAB8Aj6jqHmCmiHQQkUBgCLCmmKorcfQRAHQAdpc/XGOMKV3L+Aga1axuzUMucuUsfRzQBZgoIguADcBMYDWwRFXniUiEiDxfqN4ioJOI/ANnB7PbojbGmBKICMmJCSzZcYTjtoRlqVzpLH5ZVWPOGyU0SVXbq2o7VZ3oLHNCVf9YqF4BcDXwA3Ctqha/JJIxxrhZcmI8efnK/M2HvR2Kz/Nou72qnlbVj1R1pyePY4wxhXVqEENcRKgNI3WBdeAaY6qkgHNLWG5JtyUsS2GJwBhTZSUnJpCdm8+ibbaEZUksERhjqqyeTWsSERZkzUOlsERgjKmyQoICuNK5hOXZ/AJvh+OzLBEYY6q05MQEMrLzSNmT4e1QfJYlAmNMlda3RZxzCUtrHiqOJQJjTJUWHhpEn+a1mLPhEI45ME1hlgiMMVXewMQE9meeZsMBW8KyKJYIjDFV3s9LWFrzUFEsERhjqrzY8BC6NYm1RFAMSwTGGL8wsE0CWw+dZNcRW8KyMEsExhi/MDDRlrAsjiUCY4xfqB9Tnbb1Ii0RFMESgTHGbyS3SWDV3kwOHbclLM9nicAY4zeS2yYAMMeWsLyAK0tVRonI1yIyV0Q+LWI7pJh6QSKyV0QWOH/auT98Y4xxXfPaNWhSK5w51jx0AVeuCIYDk1V1AJAGjCq0fU0x9doDs85b2WydWyI2xpgyEhEGJsazZMdRsrJtCctzXFmq8t+qOte5GQcsL7Rd3DpwPYAhIrJIRN4RkaDyh2uMMeWTnJjA2QLluy3WPHSOy30EItITiFHVpUVtF2EF0FdVewGZwHVF7HO8iKSISEp6evolB2+MMZeqY/1oakeEMnu9JYJzXEoEIhILTAHGFrVdjLWqetD5eDPQvHABVZ2qqkmqmhQXF3dJgRtjTFkEBDiah77faktYnuNKZ3EI8AHwiKruKbxdQtWZItJBRAKBIcAat0RsjDHllJyYwOm8fH6wJSwB164IxgFdgIkisgB45PxtERkmIo1E5OFC9Z4AZgKrgSWqOs99YRtjTNn1aFqTSFvC8ielduCq6svAy4WenlRE0WcK1VuPY+SQMcb4lODAAK5qHc+3ziUsgwL9+5Yq//7fG2P8VnJiPBnZeSzffczboXidJQJjjF/q0yKO0KAA5myw0UOWCIwxfql6SBB9WsQxZ0Oa3y9haYnAGOO3khMTOJCVw7r9Wd4OxassERhj/NZVrWoTGCB+P3rIEoExxm/FhIfQrXEss/28n8ASgTHGryUnxrP98El2pJ/0diheY4nAGOPXBiY61ijw5+YhSwTGGL9WN7oa7etH+XXzkCUCY4zfS05MYM2+TNKy/HMJS0sExhi/l5wYD8Ccjf7ZPGSJwBjj95rVjqBpXLjf9hNYIjDGGBzNQ0t3HvPLJSwtERhjDI5EkF+gfLvZ/zqNLREYYwzQvl4UCZFhftk8ZInAGGO4cAnL07n+tYSlJQJjjHFKTkwgJ6+AhdvSvR1KhbJEYIwxTt2axBJVLdjvmodcWbw+SkS+FpG5IvKpiISIyHQRWSwij5ZS16VyxhjjCxxLWNbm202Hycsv8HY4FcaVK4LhwGRVHQCkAbcCgap6OVBXRJoXVUlEbnKlnDHG+JLkxASyTuexfJf/LGFZaiJQ1X+r6lznZhxwB/CBc/s7oFcxVfuVVk5ExotIioikpKf7V5ucMcY39WkeR1hwgF81D7ncRyAiPYEYYB+w3/n0cSC+mCrhpZVT1amqmqSqSXFxcS4HbYwxnlItJJC+LeKYs+EQBQX+sYSlS4lARGKBKcBY4CRQzflSjRL24Wo5Y4zxKQPbJJB2PIe1frKEpSudxSE4mngeUdU9wEp+bubpAOwupqqr5Ywxxqdc1dq/lrB05Sx9HNAFmCgiCwABRojIZGAo8JWINBKRhwvV+6xwObdFbYwxHhRdPYQeTWMtEZyjqi+raoyq9nP+zMDREbwU6K+qWaq6R1WfKVTveOFy7g/fGGM8IzkxgZ3pp9h++IS3Q/G4MrXbq2qGqn6gqiWmS1fLGWOMrxnY5twSllV/EjrrwDXGmCIkRIXRoUE0c/ygecgSgTHGFCM5MZ41qVkczDrt7VA8yhKBMcYUIznR0Tw0p4o3D1kiMMaYYlwWV4NmtWtU+dFDlgiMMaYEyYnxLNt1jIxTud4OxWMsERhjTAl+XsLysLdD8RhLBMYYU4J29aKoG1W1l7C0RGCMMSUQEQYmJrBwazrZuWe9HY5HWCIwxphSDEyM58zZAhZurZrT5VsiMMaYUnRrHEtM9WBenLeNbYeq3pQTlgiMMaYUQYEBPHdLBw4dz2HQPxcx5dttVWopS0sExhjjggFt4pk7oS/JbRP4+9ytDJ6yiHWpVWMuTUsExhjjolo1QplyWydeG5lERnYuN7y0iL9+vYmcvHxvh1YulgiMMeYSDWgTz5wH+jKsawNe/X4n1/7jB5btPOrtsMrMEoExxpRBVLVg/npTe969sztnCwoYNnUpj362jhM5ed4O7ZJZIjDGmHK4vFktZv+uD+N6NeGdZXtJfmEh87dUrruQXV28Pl5EfnA+niQiC5w/m0XkkWLq1BOR1PPKxrkzcGOM8RXVQ4J47Po2fHzP5YSHBjHmjRVMeH91pZmfSFS15AIiMcAsoLaqdi702ofA71R1fxH1bgLiVfVlVwJJSkrSlJQUlwM3xhhfdOZsPi/N38G/528nqlowk25IZFC7OoiIR44nIitVNak8+3DliiAfGAYcL3TwrsD+opKAUw/gXhFZIiIvlCdIY4ypLEKDApkwoAVf3N+LejHVuO/dVdw9cyWHjud4O7RiubJ4/fFiFp7/LTClhKpfA5erak+ghYi0L1xARMaLSIqIpKSnV81bt40x/ql1nUg+uedy/nRdK77fms7Vk7/n/RV7Ka0VxhvK1FksItE4mop2lFBssaqeuxd7M9C8cAFVnaqqSaqaFBdnXQjGmKolKDCA8X0u45vf9aF1nUge+ngdd0xfxt6j2d4O7QJlHTV0A/DfUsrMFpE6IlIdSAbWl/FYxhhTqTWpFc57d/XgyRvbsmZfFskvLmT6ol3kF/jG1UFZE0EysPDchogkici4QmUmAfOBpcArqrqljMcyxphKLyBAuKNHI+Y80IceTWP5y5cb+eUri31iErtSRw1VFBs1ZIzxF6rK56sPMOmLDZw6k8/9VzbjV/0uIzjw0s/NK2rUkDHGGDcSEW7sVM9nJrGzRGCMMV5y/iR2x055bxI7SwTGGONl56a4HprknUnsLBEYY4wPiKoWzDM3t+cdL0xiZ4nAGGN8yBVemMTOEoExxviYip7EzhKBMcb4qM4NY/jyN734zZXN+M+aA1w9+Xu+XHvA7dNUWCIwxhgfFhoUyISBLfni/l7UjfbMJHaWCIwxphJoXSeST++9nEeuvXASO3ewRGCMMZVEUGAAd/e9cBI7d7BEYIwxlcz5k9i5gyUCY4yphM5NYueWfbllL8YYYyotSwTGGOPnLBEYY4yfs0RgjDF+zhKBMcb4OZcSgYjEi8gPzsf1RCRVRBY4f4pddV5EpovIYhF51F0BG2OMca9SE4GIxAAzgHDnU92Bp1S1n/MnvZh6NwGBqno5UFdEmrsraGOMMe7jyhVBPjAMOO7c7gHcKyJLROSFEur1Az5wPv4O6FXWII0xxnhOUGkFVPU4ONbYdPoa+IuqnhCRr0SkvaquLaJqOLDf+fg40KxwAREZD4x3bp4RkfWXGH9FqAUc8XYQhVhMrrGYXOeLcVlMrmlZ3h2UmgiKsFhVzzgfbwaaA0UlgpNANefjGhRx9aGqU4GpACKSoqpJZYjHo3wxLovJNRaT63wxLovJNSKSUt59lGXU0GwRqSMi1YFkoLiz+JX83BzUAdhdhmMZY4zxsLJcEUwC5gO5wCuqukVEGgG3qeoz55X7DPhBROoC1+LoWzDGGONjXE4EqtrP+e98oFWh1/YAzxR67riI9AMGAM+palYph5jqaiwVzBfjsphcYzG5zhfjsphcU+6YxN1LnhljjKlc7M5iY4zxc5YIjMc4BxVcLSIR3o7FGFO8CkkEIhIlIl+LyFwR+VREQoqafuL8qSyc28Ei8qWz3FhfiMn5XGsR+dyd8ZQnJhFp6Jzu4zsRmSrn3fThxZjaA+8DVwDfi0iIu2IqT1znPd9WROb4QkyXMm1LRcV03vP/EZFO7oqnPDGJyKTz3qPNIvKID8TUVES+FccNto+5Kx43xNVZROY5y/2+tONU1BXBcGCyqg4A0oBbKTT9hFw8lQXA/UCKs9z14t4zyzLFJCKXAc8DUW6MpVwxAXcD96jqlUADoJ0PxNQGGKOqk4CdQBM3xlSeuHAmysmAW5NTOWJyadqWCo4JERkO7FTVVW6Mp8wxqerj594jYB3wlrdjAu4DHlPVnkCyO5N4OeOaAozBcSJ2s4iU/PlT1Qr9AT4C5gDXObdvcQYciePLdcF5Zf8DtHE+/gPQ3wdiqg2Env+ct2MqVG85UNcXYsIxKm0Q8K3zj9cn3itgLPCIJ3+Hl/g39RyOL7YlwAs+ElMsji+exz31uSvL785Zpivwoi/EBEwExgHxzs9esI/Etem8x18AHUrad4X2EYhITyAG2MeF00/Eq+pxvXiIaeFpKuK9HZOqHtaf76z2iDK8T+fqDQM2qOoBH4mpBjAUOAZ4ZHjapcYlIjWBO4C/eSKessSEY9qWy9VxVtnC2azm7ZgeAD4EXgVGisgvfCCmc36L44zX7coQ0zdAH+A3OO6vOusjcf1PRO4TkduBxhQ9+8NPKiwRiEgsjl/eWFyYfsLJ1XIVGZNHlTUmEWmK46rpd74Sk6pmquooIAfHWZwvxPUM8Iiq5rk7nnLEtFhVTzgfn5u2xdsxdQJeUtU0HJNH9vOBmBCRaKC2qu5wZzzliOlxYLSqTnSWH+Ajcd2N42/pPuBZdV4aFKeiOotDcPwxPaKOm89cnX7CY9NUlCMmjylrTM42wlnA2BLOoio6ppdFpI9zMxrI9IW4gL7AsyKyAOgoIk/6QEyuTttSkTFtB5o6HycBe3wgJoAbgP+6KxY3xFQXaCAiYUBn3HzlW9a4VDUf2OLcfKfUA3mqPatQ29Y9QAawwPkzCliDo8NuExB1Xtnz27kaARuAfwArcGM7c1ljKuk5L75PzwIHz6vX1wdiagIsAn7A0ZnmE++VJ3+H5Xiv+uM4e1sL3OcjMdXF8YX7P2AuEOHtmJzb7wKdfeXvCUcf2E7gBI6TMbf2hZXzvZoB9HblOF67s9h5FjsAWKiOy8/iytXFkQFnq5vPdssaU0WymFzni3FZTK6xmFznibhsigljjPFzdmexMcb4OUsExhjj5ywRGGOMn7NEYIwxfs4SgTHG+Ln/B5/49OnrMZZXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "药品零售平均市盈率：37.56942692307692\n"
     ]
    }
   ],
   "source": [
    "# HY473 \t药品零售\n",
    "final_ret('HY473')\n",
    "# 药品零售平均市盈率，仅作参考\n",
    "print('药品零售平均市盈率：' + str(industry_average_pe_ratio('HY473')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"1100\"\n",
       "            height=\"600\"\n",
       "            src=\"https://opensource2.zealink.com/vuehqweb/hq.demo.page.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x1457e1e3cf8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 一个极简股票行情页面，点击股票查询切换其他股票\n",
    "from IPython.display import IFrame, Image\n",
    "hq = IFrame(src='https://opensource2.zealink.com/vuehqweb/hq.demo.page.html', width=1100,height=600)\n",
    "hq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
    "version": 3
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